Orthogonality in Principal Component Analysis Allows the Discovery of Lipids in the Jejunum That Are Independent of Ad Libitum Feeding

Metabolites. 2022 Sep 14;12(9):866. doi: 10.3390/metabo12090866.

Abstract

Ad libitum feeding of experimental animals is preferred because of medical relevance together with technical and practical considerations. In addition, ethical committees may require ad libitum feeding. However, feeding affects the metabolism so ad libitum feeding may mask the effects of drugs on tissues directly involved in the digestion process (e.g., jejunum and liver). Despite this effect, principal component analysis has the potential of identifying metabolic traits that are statistically independent (orthogonal) to ad libitum feeding. Consequently, we used principal component analysis to discover the metabolic effects of doxorubicin independent of ad libitum feeding. First, we analyzed the lipidome of the jejunum and the liver of rats treated with vehicle or doxorubicin. Subsequently, we performed principal component analysis. We could identify a principal component associated to the hydrolysis of lipids during digestion and a group of lipids that were orthogonal. These lipids in the jejunum increased with the treatment time and presented a polyunsaturated fatty acid as common structural trait. This characteristic suggests that doxorubicin increases polyunsaturated fatty acids. This behavior agrees with our previous in vitro results and suggests that doxorubicin sensitized the jejunum to ferroptosis, which may partially explain the toxicity of doxorubicin in the intestines.

Keywords: anthracyclines; lipidome; lipidomics; unsupervised analysis.

Grants and funding

This research was funded by The Swedish Cancer Foundation (Cancerfonden), grant numbers 20 1076PjF, 20 0175 F, and CAN2018/602; The Swedish Society for Medical Research (SSMF), grant number S17-0092; and The Swedish Re-search Council (Vetenskapsrådet), grant numbers 2018-03301 and 2020-02367. DB thanks María Zambrano Program (Next Generation EU), Proyecto de Internacionalización de la Unidad de Excelencia IBGM (CL-EI-2021 IBGM), and Programa Estratégico IBGM (CCVC8485).